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Sanyam Bhutani 2024-11-04 17:17:26 -08:00
parent 09cd99fc2d
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docs/Memory101.ipynb
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@ -374,43 +374,6 @@
"Limit results to certain authors or sources"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"ename": "TypeError",
"evalue": "MemoryResource.query() got an unexpected keyword argument 'metadata_filter'",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[0;32mIn[11], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m# Query with metadata filter\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[43mclient\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmemory\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mquery\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 3\u001b[0m \u001b[43m \u001b[49m\u001b[43mbank_id\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mtutorial_bank\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 4\u001b[0m \u001b[43m \u001b[49m\u001b[43mquery\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mTell me about optimization\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 5\u001b[0m \u001b[43m \u001b[49m\u001b[43mmetadata_filter\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m{\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43msource\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43murl\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m}\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;66;43;03m# Only search in URL documents\u001b[39;49;00m\n\u001b[1;32m 6\u001b[0m \u001b[43m)\u001b[49m\n\u001b[1;32m 8\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124mFiltered Query Results:\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 9\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m-\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m*\u001b[39m \u001b[38;5;241m50\u001b[39m)\n",
"\u001b[0;31mTypeError\u001b[0m: MemoryResource.query() got an unexpected keyword argument 'metadata_filter'"
]
}
],
"source": [
"# Query with metadata filter\n",
"response = client.memory.query(\n",
" bank_id=\"tutorial_bank\",\n",
" query=[\"Tell me about optimization\"],\n",
" metadata_filter={\"source\": \"url\"} # Only search in URL documents\n",
")\n",
"\n",
"print(\"\\nFiltered Query Results:\")\n",
"print(\"-\" * 50)\n",
"for chunk, score in zip(response.chunks, response.scores):\n",
" print(f\"Score: {score:.3f}\")\n",
" print(f\"Chunk:\\n{chunk}\\n\")\n",
"\n",
"# 🎯 Advanced Exercises:\n",
"# 1. Try combining multiple metadata filters\n",
"# 2. Compare results with and without filters\n",
"# 3. What happens with non-existent metadata fields?"
]
},
{
"cell_type": "code",
"execution_count": null,